Kim, Sehoon

A Survey of Quantization Methods for Efficient Neural Network Inference

Gholami, A., Kim, S., Dong, Z., Yao, Z., Mahoney, M. W., & Keutzer, K. (2022) · Low-Power Computer Vision

Advanced Neural Network ApplicationsNeural Networks and Applications

Cited by 1,219

AI and Memory Wall

Gholami, A., Yao, Z., Kim, S., Hooper, C., Mahoney, M. W., & Keutzer, K. (2024) · IEEE Micro

Parallel Computing and Optimization TechniquesAdvanced Neural Network Applications

Cited by 369

I-BERT: Integer-only BERT Quantization

Kim, S., Gholami, A., Yao, Z., Mahoney, M. W., & Keutzer, K. (2021) · arXiv

Advanced Neural Network ApplicationsNumerical Methods and Algorithms

Cited by 186

Learned Token Pruning for Transformers

Kim, S., Shen, S., Thorsley, D., Gholami, A., Kwon, W., Hassoun, J., & Keutzer, K. (2022) · Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining

Advanced Neural Network ApplicationsTopic Modeling

Cited by 139

KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache Quantization

Hooper, C., Kim, S., Mohammadzadeh, H., Mahoney, M. W., Shao, Y. S., Keutzer, K., & Gholami, A. (2024) · arXiv

Advanced Neural Network ApplicationsTopic Modeling

Cited by 69

KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache Quantization

Hooper, C., Kim, S., Mohammadzadeh, H., Mahoney, M., Shao, Y., Keutzer, K., & Gholami, A. (2024) · Advances in Neural Information Processing Systems 37

Advanced Neural Network ApplicationsTopic Modeling

Cited by 69

Hessian-Aware Pruning and Optimal Neural Implant

Yu, S., Yao, Z., Gholami, A., Dong, Z., Kim, S., Mahoney, M. W., & Keutzer, K. (2021) · arXiv

Advanced Neural Network ApplicationsMachine Learning and Data Classification

Cited by 50

An LLM Compiler for Parallel Function Calling

Kim, S., Moon, S., Tabrizi, R., Lee, N., Mahoney, M. W., Keutzer, K., & Gholami, A. (2023) · arXiv

Natural Language Processing TechniquesTopic Modeling

Cited by 12

Characterizing Prompt Compression Methods for Long Context Inference

Jha, S., Erdogan, L. E., Kim, S., Keutzer, K., & Gholami, A. (2024) · arXiv

Topic ModelingNatural Language Processing Techniques

Cited by 1